| GPT-175B (6 SARI-selected examples, high/low) |
- SARI (EASSE>=0.2.1)
- 43.46
- BLEU
- 79.83
- FKGL
- 9.33
|
Metric-Based In-context Learning: A Case Study in Text Simplification
2023-07-27 |
코드 1 |
| MUSS (BART+ACCESS Supervised) |
- SARI (EASSE>=0.2.1)
- 42.53
- BLEU
- 78.17
- FKGL
- 7.60
|
MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases
2020-05-01 |
코드 1 |
| Control Prefixes (BART) |
- SARI (EASSE>=0.2.1)
- 42.32
- FKGL
- 7.74
- QuestEval (Reference-less, BERTScore)
- 0.66
|
Control Prefixes for Parameter-Efficient Text Generation
2021-10-15 |
코드 1 · 코드 2 |
| TST |
- SARI (EASSE>=0.2.1)
- 41.46
|
Text Simplification by Tagging
2021-03-08 |
코드 1 |
| ACCESS |
- SARI (EASSE>=0.2.1)
- 41.38
- BLEU
- 72.53
|
Controllable Sentence Simplification
2019-10-07 |
코드 1 · 코드 2 |
| MUSS (BART+ACCESS Unsupervised) |
- SARI (EASSE>=0.2.1)
- 40.85
- FKGL
- 8.79
|
MUSS: Multilingual Unsupervised Sentence Simplification by Mining Paraphrases
2020-05-01 |
코드 1 |
| DMASS-DCSS |
- SARI (EASSE>=0.2.1)
- 40.45
|
Integrating Transformer and Paraphrase Rules for Sentence Simplification
2018-10-26 |
코드 1 |
| SBMT-SARI |
- SARI (EASSE>=0.2.1)
- 39.56
- BLEU
- 73.08*
|
Optimizing Statistical Machine Translation for Text Simplification
2016-01-01 |
코드 1 |
| EditNTS |
- SARI (EASSE>=0.2.1)
- 38.22
- BLEU
- 86.69
|
EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing
2019-06-19 |
코드 1 |
| PBMT-R |
- SARI (EASSE>=0.2.1)
- 38.04
|
Sentence Simplification by Monolingual Machine Translation
2012-07-01 |
연결 없음 |
| Edit-Unsup-TS |
- SARI (EASSE>=0.2.1)
- 37.85
- BLEU
- 73.62
|
Iterative Edit-Based Unsupervised Sentence Simplification
2020-06-17 |
코드 1 |
| Pointer + Multi-task Entailment and Paraphrase Generation |
- SARI (EASSE>=0.2.1)
- 37.45
- BLEU
- 81.49
|
Dynamic Multi-Level Multi-Task Learning for Sentence Simplification
2018-06-19 |
연결 없음 |
| Dress-LS |
- SARI (EASSE>=0.2.1)
- 37.27
- BLEU
- 80.12
|
Sentence Simplification with Deep Reinforcement Learning
2017-03-31 |
코드 1 |
| NTS-SARI |
- SARI (EASSE>=0.2.1)
- 37.25
- BLEU
- 80.69
|
Exploring Neural Text Simplification Models
2017-07-01 |
코드 1 |
| UNMT (Unsupervised) |
- SARI (EASSE>=0.2.1)
- 37.20
- BLEU
- 74.02
|
Unsupervised Neural Text Simplification
2018-10-18 |
코드 1 |
| UNTS-10k (Weakly supervised) |
- SARI (EASSE>=0.2.1)
- 37.15
|
Unsupervised Neural Text Simplification
2018-10-18 |
코드 1 |
| Dress |
- SARI (EASSE>=0.2.1)
- 37.08
- BLEU
- 77.18
|
Sentence Simplification with Deep Reinforcement Learning
2017-03-31 |
코드 1 |
| NSELSTM-S |
- SARI (EASSE>=0.2.1)
- 36.88
- BLEU
- 80.43
|
Sentence Simplification with Memory-Augmented Neural Networks
2018-04-20 |
연결 없음 |
| SEMoses |
- SARI (EASSE>=0.2.1)
- 36.70
- BLEU
- 74.49
|
Simple and Effective Text Simplification Using Semantic and Neural Methods
2018-10-11 |
연결 없음 |
| UNTS (Unsupervised) |
- SARI (EASSE>=0.2.1)
- 36.29
|
Unsupervised Neural Text Simplification
2018-10-18 |
코드 1 |
| NSELSTM-B |
- SARI (EASSE>=0.2.1)
- 33.43
- BLEU
- 92.02
|
Sentence Simplification with Memory-Augmented Neural Networks
2018-04-20 |
연결 없음 |
| T5 |
- METEOR
- 0.649
|
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics
2021-02-02 |
연결 없음 |
| BART |
- METEOR
- 0.556
|
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics
2021-02-02 |
연결 없음 |
| Hybrid |
- SARI (EASSE>=0.2.1)
- 31.40*
- BLEU
- 48.97*
|
Hybrid Simplification using Deep Semantics and Machine Translation
2014-06-01 |
연결 없음 |
| SeqLabel |
- SARI (EASSE>=0.2.1)
- 37.08*
|
Learning How to Simplify From Explicit Labeling of Complex-Simplified Text Pairs
2017-11-01 |
코드 1 |